Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 339396 |
| Missing cells | 258572 |
| Missing cells (%) | 7.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 28.5 MiB |
| Average record size in memory | 88.0 B |
Variable types
| Numeric | 10 |
|---|
DO is highly overall correlated with Temp | High correlation |
Temp is highly overall correlated with DO | High correlation |
pH has 48498 (14.3%) missing values | Missing |
EC has 68935 (20.3%) missing values | Missing |
DO has 47205 (13.9%) missing values | Missing |
ORP has 44640 (13.2%) missing values | Missing |
Temp has 49294 (14.5%) missing values | Missing |
EC has 5233 (1.5%) zeros | Zeros |
TP has 5519 (1.6%) zeros | Zeros |
Reproduction
| Analysis started | 2023-03-04 14:41:17.119235 |
|---|---|
| Analysis finished | 2023-03-04 14:41:52.187698 |
| Duration | 35.07 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
pH
Real number (ℝ)
| Distinct | 1164 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 48498 |
| Missing (%) | 14.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.3803322 |
| Minimum | 0.11 |
|---|---|
| Maximum | 13.03 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.2 MiB |
Quantile statistics
| Minimum | 0.11 |
|---|---|
| 5-th percentile | 5.06 |
| Q1 | 6.32 |
| median | 7.13 |
| Q3 | 7.93 |
| 95-th percentile | 11.55 |
| Maximum | 13.03 |
| Range | 12.92 |
| Interquartile range (IQR) | 1.61 |
Descriptive statistics
| Standard deviation | 1.8726389 |
|---|---|
| Coefficient of variation (CV) | 0.25373369 |
| Kurtosis | 1.1175093 |
| Mean | 7.3803322 |
| Median Absolute Deviation (MAD) | 0.8 |
| Skewness | 0.6796879 |
| Sum | 2146923.9 |
| Variance | 3.5067764 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.32 | 1561 | 0.5% |
| 7.4 | 1554 | 0.5% |
| 7.31 | 1527 | 0.4% |
| 7.3 | 1486 | 0.4% |
| 7.33 | 1461 | 0.4% |
| 7.39 | 1460 | 0.4% |
| 7.34 | 1444 | 0.4% |
| 7.37 | 1439 | 0.4% |
| 7.35 | 1415 | 0.4% |
| 7.36 | 1409 | 0.4% |
| Other values (1154) | 276142 | |
| (Missing) | 48498 | 14.3% |
| Value | Count | Frequency (%) |
| 0.11 | 3 | < 0.1% |
| 0.12 | 3 | < 0.1% |
| 0.13 | 1 | < 0.1% |
| 0.14 | 1 | < 0.1% |
| 0.17 | 2 | < 0.1% |
| 0.18 | 5 | < 0.1% |
| 0.19 | 2 | < 0.1% |
| 0.21 | 9 | < 0.1% |
| 0.24 | 11 | < 0.1% |
| 0.25 | 29 |
| Value | Count | Frequency (%) |
| 13.03 | 1 | < 0.1% |
| 13.02 | 3 | |
| 13.01 | 4 | |
| 13 | 2 | < 0.1% |
| 12.99 | 2 | < 0.1% |
| 12.98 | 3 | |
| 12.97 | 1 | < 0.1% |
| 12.95 | 2 | < 0.1% |
| 12.94 | 4 | |
| 12.93 | 6 |
EC
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 87913 |
|---|---|
| Distinct (%) | 32.5% |
| Missing | 68935 |
| Missing (%) | 20.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27392.238 |
| Minimum | 0 |
|---|---|
| Maximum | 86525 |
| Zeros | 5233 |
| Zeros (%) | 1.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6.25 |
| Q1 | 2732.29 |
| median | 36970.83 |
| Q3 | 44373.96 |
| 95-th percentile | 50000 |
| Maximum | 86525 |
| Range | 86525 |
| Interquartile range (IQR) | 41641.67 |
Descriptive statistics
| Standard deviation | 19748.639 |
|---|---|
| Coefficient of variation (CV) | 0.7209575 |
| Kurtosis | -1.5620969 |
| Mean | 27392.238 |
| Median Absolute Deviation (MAD) | 12208.33 |
| Skewness | -0.40581513 |
| Sum | 7.4085321 × 109 |
| Variance | 3.9000876 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50000 | 32166 | 9.5% |
| 9.38 | 6502 | 1.9% |
| 6.25 | 5249 | 1.5% |
| 0 | 5233 | 1.5% |
| 15.62 | 4142 | 1.2% |
| 1000 | 3682 | 1.1% |
| 12.5 | 2808 | 0.8% |
| 3.13 | 2525 | 0.7% |
| 18.75 | 1317 | 0.4% |
| 25 | 609 | 0.2% |
| Other values (87903) | 206228 | |
| (Missing) | 68935 | 20.3% |
| Value | Count | Frequency (%) |
| 0 | 5233 | |
| 0.01 | 40 | < 0.1% |
| 0.03 | 1 | < 0.1% |
| 0.11 | 1 | < 0.1% |
| 0.23 | 1 | < 0.1% |
| 0.52 | 170 | 0.1% |
| 0.53 | 4 | < 0.1% |
| 0.63 | 22 | < 0.1% |
| 0.78 | 54 | < 0.1% |
| 0.79 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 86525 | 1 | |
| 73776.96 | 1 | |
| 62009.03 | 1 | |
| 60652.27 | 1 | |
| 58177.7 | 1 | |
| 58068.24 | 1 | |
| 57098.71 | 1 | |
| 56310.07 | 1 | |
| 55292.7 | 1 | |
| 53669.17 | 1 |
DO
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 969 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 47205 |
| Missing (%) | 13.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.9551256 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 358 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.12 |
| Q1 | 4.02 |
| median | 6.81 |
| Q3 | 7.58 |
| 95-th percentile | 8.32 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 3.56 |
Descriptive statistics
| Standard deviation | 2.2955295 |
|---|---|
| Coefficient of variation (CV) | 0.38547121 |
| Kurtosis | 4.4576368 |
| Mean | 5.9551256 |
| Median Absolute Deviation (MAD) | 1.19 |
| Skewness | 0.24381701 |
| Sum | 1740034.1 |
| Variance | 5.2694556 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.01 | 3115 | 0.9% |
| 20 | 1160 | 0.3% |
| 7.12 | 1155 | 0.3% |
| 7.11 | 1153 | 0.3% |
| 7.21 | 1142 | 0.3% |
| 7.22 | 1129 | 0.3% |
| 7.19 | 1116 | 0.3% |
| 7.1 | 1105 | 0.3% |
| 7.2 | 1100 | 0.3% |
| 7.14 | 1099 | 0.3% |
| Other values (959) | 278917 | |
| (Missing) | 47205 | 13.9% |
| Value | Count | Frequency (%) |
| 0 | 358 | 0.1% |
| 0.01 | 3115 | |
| 0.02 | 188 | 0.1% |
| 0.03 | 65 | < 0.1% |
| 0.04 | 4 | < 0.1% |
| 0.05 | 2 | < 0.1% |
| 0.06 | 5 | < 0.1% |
| 0.07 | 5 | < 0.1% |
| 0.08 | 2 | < 0.1% |
| 0.09 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 1160 | |
| 15.14 | 1 | < 0.1% |
| 13.67 | 1 | < 0.1% |
| 13.54 | 1 | < 0.1% |
| 13.25 | 1 | < 0.1% |
| 12.89 | 1 | < 0.1% |
| 11.92 | 1 | < 0.1% |
| 11.02 | 2 | < 0.1% |
| 10.55 | 1 | < 0.1% |
| 10.38 | 1 | < 0.1% |
TSS
Real number (ℝ)
| Distinct | 207464 |
|---|---|
| Distinct (%) | 61.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 105.31606 |
| Minimum | 0 |
|---|---|
| Maximum | 999 |
| Zeros | 1037 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.49 |
| Q1 | 13.81 |
| median | 56.220732 |
| Q3 | 156.53116 |
| 95-th percentile | 335.19184 |
| Maximum | 999 |
| Range | 999 |
| Interquartile range (IQR) | 142.72116 |
Descriptive statistics
| Standard deviation | 135.16586 |
|---|---|
| Coefficient of variation (CV) | 1.2834307 |
| Kurtosis | 13.650699 |
| Mean | 105.31606 |
| Median Absolute Deviation (MAD) | 50.060732 |
| Skewness | 2.9328835 |
| Sum | 35743850 |
| Variance | 18269.81 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.44 | 2654 | 0.8% |
| 999 | 2534 | 0.7% |
| 1.56 | 1959 | 0.6% |
| 1.38 | 1823 | 0.5% |
| 1.06 | 1626 | 0.5% |
| 0 | 1037 | 0.3% |
| 1.12 | 988 | 0.3% |
| 1.5 | 931 | 0.3% |
| 1.62 | 899 | 0.3% |
| 1.25 | 783 | 0.2% |
| Other values (207454) | 324162 |
| Value | Count | Frequency (%) |
| 0 | 1037 | |
| 0.006045783134 | 1 | < 0.1% |
| 0.01 | 33 | < 0.1% |
| 0.01154646053 | 1 | < 0.1% |
| 0.01435289532 | 1 | < 0.1% |
| 0.01593086682 | 1 | < 0.1% |
| 0.01782574825 | 1 | < 0.1% |
| 0.01926957067 | 1 | < 0.1% |
| 0.02 | 45 | < 0.1% |
| 0.02117326872 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 999 | 2534 | |
| 998.77 | 1 | < 0.1% |
| 956.75 | 1 | < 0.1% |
| 934.91 | 1 | < 0.1% |
| 885.63 | 1 | < 0.1% |
| 880.96 | 1 | < 0.1% |
| 878.8112226 | 1 | < 0.1% |
| 851.02 | 1 | < 0.1% |
| 804.37 | 1 | < 0.1% |
| 792.64 | 1 | < 0.1% |
TN
Real number (ℝ)
| Distinct | 329680 |
|---|---|
| Distinct (%) | 97.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6036081 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 17 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.84885892 |
| Q1 | 2.3539338 |
| median | 3.5343625 |
| Q3 | 4.7520126 |
| 95-th percentile | 6.5695177 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 2.3980788 |
Descriptive statistics
| Standard deviation | 1.7361548 |
|---|---|
| Coefficient of variation (CV) | 0.48178236 |
| Kurtosis | 0.79292415 |
| Mean | 3.6036081 |
| Median Absolute Deviation (MAD) | 1.1982957 |
| Skewness | 0.38576339 |
| Sum | 1223050.2 |
| Variance | 3.0142336 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.51 | 186 | 0.1% |
| 3.5 | 178 | 0.1% |
| 3.56 | 149 | < 0.1% |
| 3.62 | 147 | < 0.1% |
| 3.46 | 141 | < 0.1% |
| 3.58 | 139 | < 0.1% |
| 3.44 | 136 | < 0.1% |
| 3.25 | 129 | < 0.1% |
| 3.57 | 123 | < 0.1% |
| 3.54 | 122 | < 0.1% |
| Other values (329670) | 337946 |
| Value | Count | Frequency (%) |
| 0 | 17 | |
| 0.0001943912385 | 1 | < 0.1% |
| 0.0004321799478 | 1 | < 0.1% |
| 0.000520341101 | 1 | < 0.1% |
| 0.0006229090311 | 1 | < 0.1% |
| 0.0007151136787 | 1 | < 0.1% |
| 0.0008995685182 | 1 | < 0.1% |
| 0.001294563841 | 1 | < 0.1% |
| 0.001373222761 | 1 | < 0.1% |
| 0.001631580413 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 41 | |
| 16.36 | 1 | < 0.1% |
| 14.89 | 12 | < 0.1% |
| 13.79 | 3 | < 0.1% |
| 13.67 | 1 | < 0.1% |
| 12.91 | 1 | < 0.1% |
| 12.65 | 1 | < 0.1% |
| 12.42 | 1 | < 0.1% |
| 11.77 | 1 | < 0.1% |
| 11.75168487 | 1 | < 0.1% |
TP
Real number (ℝ)
| Distinct | 328979 |
|---|---|
| Distinct (%) | 96.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 72.536543 |
| Minimum | 0 |
|---|---|
| Maximum | 1381.17 |
| Zeros | 5519 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.5214867 |
| Q1 | 27.253996 |
| median | 61.186755 |
| Q3 | 105.80048 |
| 95-th percentile | 180.87158 |
| Maximum | 1381.17 |
| Range | 1381.17 |
| Interquartile range (IQR) | 78.54648 |
Descriptive statistics
| Standard deviation | 58.480304 |
|---|---|
| Coefficient of variation (CV) | 0.80621852 |
| Kurtosis | 26.712804 |
| Mean | 72.536543 |
| Median Absolute Deviation (MAD) | 37.88706 |
| Skewness | 2.193677 |
| Sum | 24618613 |
| Variance | 3419.946 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5519 | 1.6% |
| 0.02 | 809 | 0.2% |
| 0.01 | 611 | 0.2% |
| 0.03 | 463 | 0.1% |
| 0.05 | 217 | 0.1% |
| 0.04 | 199 | 0.1% |
| 0.07 | 159 | < 0.1% |
| 0.06 | 105 | < 0.1% |
| 0.1 | 94 | < 0.1% |
| 0.11 | 87 | < 0.1% |
| Other values (328969) | 331133 |
| Value | Count | Frequency (%) |
| 0 | 5519 | |
| 0.0001119759281 | 1 | < 0.1% |
| 0.0002522438245 | 1 | < 0.1% |
| 0.000351450711 | 1 | < 0.1% |
| 0.0004413982976 | 1 | < 0.1% |
| 0.0005256530384 | 1 | < 0.1% |
| 0.0007113401034 | 1 | < 0.1% |
| 0.0008474424665 | 1 | < 0.1% |
| 0.001354511027 | 1 | < 0.1% |
| 0.001925187992 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1381.17 | 1 | |
| 1375.17 | 1 | |
| 1369.17 | 1 | |
| 1363.17 | 1 | |
| 1357.17 | 1 | |
| 1351.17 | 1 | |
| 1345.17 | 1 | |
| 1339.17 | 1 | |
| 1333.17 | 1 | |
| 1327.17 | 1 |
TOC
Real number (ℝ)
| Distinct | 338371 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.813269 |
| Minimum | 0 |
|---|---|
| Maximum | 41 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3.5642286 |
| Q1 | 11.649007 |
| median | 18.55463 |
| Q3 | 25.68679 |
| 95-th percentile | 35.048917 |
| Maximum | 41 |
| Range | 41 |
| Interquartile range (IQR) | 14.037783 |
Descriptive statistics
| Standard deviation | 9.4453611 |
|---|---|
| Coefficient of variation (CV) | 0.50205847 |
| Kurtosis | -0.71566889 |
| Mean | 18.813269 |
| Median Absolute Deviation (MAD) | 7.0138092 |
| Skewness | 0.12765069 |
| Sum | 6385148.2 |
| Variance | 89.214846 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.05 | 82 | < 0.1% |
| 0.89 | 15 | < 0.1% |
| 0.2 | 13 | < 0.1% |
| 3.86 | 13 | < 0.1% |
| 0.76 | 12 | < 0.1% |
| 0.52 | 12 | < 0.1% |
| 0.79 | 10 | < 0.1% |
| 0.84 | 9 | < 0.1% |
| 0.13 | 9 | < 0.1% |
| 0.86 | 8 | < 0.1% |
| Other values (338361) | 339213 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.0001146200161 | 1 | |
| 0.0005736775409 | 1 | |
| 0.0005897045089 | 1 | |
| 0.0006757858735 | 1 | |
| 0.0009095416959 | 1 | |
| 0.00130479049 | 1 | |
| 0.001459512784 | 1 | |
| 0.001736374588 | 1 | |
| 0.002509600606 | 1 |
| Value | Count | Frequency (%) |
| 41 | 2 | |
| 40.99944 | 1 | |
| 40.9960029 | 1 | |
| 40.99599588 | 1 | |
| 40.99469003 | 1 | |
| 40.9936535 | 1 | |
| 40.99312567 | 1 | |
| 40.99292974 | 1 | |
| 40.99265465 | 1 | |
| 40.99213859 | 1 |
ORP
Real number (ℝ)
| Distinct | 61284 |
|---|---|
| Distinct (%) | 20.8% |
| Missing | 44640 |
| Missing (%) | 13.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 347.30422 |
| Minimum | -1500.62 |
|---|---|
| Maximum | 1000 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 12621 |
| Negative (%) | 3.7% |
| Memory size | 5.2 MiB |
Quantile statistics
| Minimum | -1500.62 |
|---|---|
| 5-th percentile | 49.195 |
| Q1 | 202.86 |
| median | 339.56 |
| Q3 | 469.6125 |
| 95-th percentile | 876.0625 |
| Maximum | 1000 |
| Range | 2500.62 |
| Interquartile range (IQR) | 266.7525 |
Descriptive statistics
| Standard deviation | 315.13386 |
|---|---|
| Coefficient of variation (CV) | 0.90737125 |
| Kurtosis | 9.515165 |
| Mean | 347.30422 |
| Median Absolute Deviation (MAD) | 134.54 |
| Skewness | -1.5597055 |
| Sum | 1.0237 × 108 |
| Variance | 99309.352 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1000 | 7781 | 2.3% |
| -1500.6 | 673 | 0.2% |
| -1500.58 | 650 | 0.2% |
| -1500.62 | 497 | 0.1% |
| -1500.56 | 454 | 0.1% |
| -1500.54 | 218 | 0.1% |
| 89.38 | 84 | < 0.1% |
| 381.5 | 78 | < 0.1% |
| 88.62 | 76 | < 0.1% |
| 81.88 | 70 | < 0.1% |
| Other values (61274) | 284175 | |
| (Missing) | 44640 | 13.2% |
| Value | Count | Frequency (%) |
| -1500.62 | 497 | |
| -1500.6 | 673 | |
| -1500.59 | 1 | < 0.1% |
| -1500.58 | 650 | |
| -1500.57 | 14 | < 0.1% |
| -1500.56 | 454 | |
| -1500.55 | 6 | < 0.1% |
| -1500.54 | 218 | 0.1% |
| -1500.53 | 1 | < 0.1% |
| -1500.52 | 67 | < 0.1% |
| Value | Count | Frequency (%) |
| 1000 | 7781 | |
| 999.98 | 8 | < 0.1% |
| 999.96 | 10 | < 0.1% |
| 999.94 | 10 | < 0.1% |
| 999.92 | 3 | < 0.1% |
| 999.91 | 1 | < 0.1% |
| 999.9 | 3 | < 0.1% |
| 999.88 | 2 | < 0.1% |
| 999.87 | 3 | < 0.1% |
| 999.85 | 5 | < 0.1% |
Temp
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 2252 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 49294 |
| Missing (%) | 14.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.540814 |
| Minimum | 3.61 |
|---|---|
| Maximum | 59.39 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.2 MiB |
Quantile statistics
| Minimum | 3.61 |
|---|---|
| 5-th percentile | 21.72 |
| Q1 | 24.31 |
| median | 27.1 |
| Q3 | 30.83 |
| 95-th percentile | 33.55 |
| Maximum | 59.39 |
| Range | 55.78 |
| Interquartile range (IQR) | 6.52 |
Descriptive statistics
| Standard deviation | 3.9047639 |
|---|---|
| Coefficient of variation (CV) | 0.14178099 |
| Kurtosis | -0.16871435 |
| Mean | 27.540814 |
| Median Absolute Deviation (MAD) | 3.21 |
| Skewness | 0.29135135 |
| Sum | 7989645.3 |
| Variance | 15.247181 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 24.6 | 950 | 0.3% |
| 25.9 | 933 | 0.3% |
| 21.62 | 916 | 0.3% |
| 25.44 | 873 | 0.3% |
| 24.97 | 855 | 0.3% |
| 22.1 | 848 | 0.2% |
| 24.12 | 778 | 0.2% |
| 23.56 | 755 | 0.2% |
| 24.96 | 737 | 0.2% |
| 23.54 | 723 | 0.2% |
| Other values (2242) | 281734 | |
| (Missing) | 49294 | 14.5% |
| Value | Count | Frequency (%) |
| 3.61 | 1 | |
| 4.9 | 1 | |
| 5.43 | 1 | |
| 8.51 | 1 | |
| 8.79 | 1 | |
| 10.85 | 1 | |
| 12.39 | 1 | |
| 13.56 | 1 | |
| 14.86 | 1 | |
| 14.92 | 1 |
| Value | Count | Frequency (%) |
| 59.39 | 1 | |
| 59.28 | 1 | |
| 59.14 | 1 | |
| 59.13 | 1 | |
| 58.96 | 1 | |
| 58.87 | 1 | |
| 58.85 | 1 | |
| 58.8 | 1 | |
| 58.72 | 1 | |
| 58.68 | 1 |
TEMP
Real number (ℝ)
| Distinct | 338319 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.89239 |
| Minimum | 21.18 |
|---|---|
| Maximum | 39.33 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.2 MiB |
Quantile statistics
| Minimum | 21.18 |
|---|---|
| 5-th percentile | 23.535954 |
| Q1 | 27.112945 |
| median | 29.852345 |
| Q3 | 32.627631 |
| 95-th percentile | 36.382148 |
| Maximum | 39.33 |
| Range | 18.15 |
| Interquartile range (IQR) | 5.5146861 |
Descriptive statistics
| Standard deviation | 3.8413333 |
|---|---|
| Coefficient of variation (CV) | 0.12850539 |
| Kurtosis | -0.55924557 |
| Mean | 29.89239 |
| Median Absolute Deviation (MAD) | 2.7583043 |
| Skewness | 0.05588391 |
| Sum | 10145357 |
| Variance | 14.755842 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 35.26 | 13 | < 0.1% |
| 24.98 | 10 | < 0.1% |
| 29.74 | 9 | < 0.1% |
| 25 | 9 | < 0.1% |
| 35 | 9 | < 0.1% |
| 31.86 | 9 | < 0.1% |
| 35.88 | 9 | < 0.1% |
| 28.93 | 8 | < 0.1% |
| 35.24 | 8 | < 0.1% |
| 36.38 | 8 | < 0.1% |
| Other values (338309) | 339304 |
| Value | Count | Frequency (%) |
| 21.18 | 1 | |
| 21.1803509 | 1 | |
| 21.18074945 | 1 | |
| 21.18089344 | 1 | |
| 21.18111111 | 1 | |
| 21.18124418 | 1 | |
| 21.18134117 | 1 | |
| 21.182297 | 1 | |
| 21.18244275 | 1 | |
| 21.18266495 | 1 |
| Value | Count | Frequency (%) |
| 39.33 | 1 | |
| 39.32987303 | 1 | |
| 39.3294811 | 1 | |
| 39.32932315 | 1 | |
| 39.32863458 | 1 | |
| 39.32716928 | 1 | |
| 39.32649945 | 1 | |
| 39.32630934 | 1 | |
| 39.32611579 | 1 | |
| 39.32606748 | 1 |
| pH | EC | DO | TSS | TN | TP | TOC | ORP | Temp | TEMP | |
|---|---|---|---|---|---|---|---|---|---|---|
| pH | 1.000 | 0.083 | 0.094 | 0.059 | -0.004 | -0.022 | -0.003 | -0.317 | 0.071 | 0.002 |
| EC | 0.083 | 1.000 | -0.440 | 0.118 | 0.006 | 0.021 | 0.002 | -0.111 | 0.235 | -0.000 |
| DO | 0.094 | -0.440 | 1.000 | 0.076 | -0.007 | 0.026 | 0.003 | -0.155 | -0.512 | -0.000 |
| TSS | 0.059 | 0.118 | 0.076 | 1.000 | 0.002 | 0.031 | -0.000 | 0.011 | -0.128 | -0.001 |
| TN | -0.004 | 0.006 | -0.007 | 0.002 | 1.000 | 0.006 | -0.002 | -0.002 | 0.003 | -0.004 |
| TP | -0.022 | 0.021 | 0.026 | 0.031 | 0.006 | 1.000 | -0.003 | -0.008 | -0.014 | 0.002 |
| TOC | -0.003 | 0.002 | 0.003 | -0.000 | -0.002 | -0.003 | 1.000 | -0.004 | -0.002 | -0.003 |
| ORP | -0.317 | -0.111 | -0.155 | 0.011 | -0.002 | -0.008 | -0.004 | 1.000 | 0.185 | 0.002 |
| Temp | 0.071 | 0.235 | -0.512 | -0.128 | 0.003 | -0.014 | -0.002 | 0.185 | 1.000 | 0.001 |
| TEMP | 0.002 | -0.000 | -0.000 | -0.001 | -0.004 | 0.002 | -0.003 | 0.002 | 0.001 | 1.000 |
| pH | EC | DO | TSS | TN | TP | TOC | ORP | Temp | TEMP | |
|---|---|---|---|---|---|---|---|---|---|---|
| Time | ||||||||||
| 2017-07-11 14:05:00 | 7.29 | 1000.0 | 0.01 | 37.72 | 2.382600 | 118.301766 | 20.640303 | 257.62 | 32.64 | 28.204791 |
| 2017-07-11 14:10:00 | 7.29 | 1000.0 | 0.01 | 37.18 | 7.284571 | 23.182876 | 14.900992 | 260.50 | 32.56 | 22.112042 |
| 2017-07-11 14:15:00 | 7.29 | 1000.0 | 0.01 | 36.64 | 4.668972 | 11.363099 | 21.685466 | 255.54 | 32.54 | 33.116497 |
| 2017-07-11 14:20:00 | 7.30 | 1000.0 | 0.01 | 36.25 | 2.146710 | 83.474613 | 24.299291 | 255.06 | 32.47 | 27.300682 |
| 2017-07-11 14:25:00 | 7.31 | 1000.0 | 0.01 | 36.08 | 2.934312 | 12.725587 | 36.730378 | 258.62 | 32.42 | 33.866263 |
| 2017-07-11 14:30:00 | 7.31 | 1000.0 | 0.01 | 35.83 | 5.594663 | 79.639509 | 11.190794 | 260.10 | 32.42 | 38.535924 |
| 2017-07-11 14:35:00 | 7.31 | 1000.0 | 0.01 | 35.63 | 1.891900 | 92.438369 | 28.065020 | 258.92 | 32.42 | 24.901455 |
| 2017-07-11 14:40:00 | 7.31 | 1000.0 | 0.01 | 35.52 | 3.548026 | 26.135042 | 25.175644 | 255.42 | 32.35 | 26.988880 |
| 2017-07-11 14:45:00 | 7.31 | 1000.0 | 0.01 | 35.35 | 3.075528 | 130.620427 | 8.040837 | 252.52 | 32.30 | 29.320082 |
| 2017-07-11 14:50:00 | 7.31 | 1000.0 | 0.01 | 35.26 | 2.058291 | 235.704656 | 8.779740 | 252.12 | 32.27 | 29.274177 |
| pH | EC | DO | TSS | TN | TP | TOC | ORP | Temp | TEMP | |
|---|---|---|---|---|---|---|---|---|---|---|
| Time | ||||||||||
| 2020-10-02 00:15:00 | 12.78 | 9.38 | 8.30 | 86.518921 | 4.049392 | 56.549033 | 21.018809 | 384.35 | 24.64 | 30.558691 |
| 2020-10-02 00:20:00 | 12.79 | 9.38 | 8.29 | 66.979848 | 3.946797 | 155.540043 | 9.907424 | 383.58 | 24.67 | 28.146237 |
| 2020-10-02 00:25:00 | 12.82 | 9.38 | 8.30 | 96.279505 | 4.826141 | 34.118424 | 21.399300 | 384.17 | 24.69 | 36.198463 |
| 2020-10-02 00:30:00 | 12.79 | 9.38 | 8.29 | 133.537501 | 4.775135 | 37.843342 | 21.170736 | 383.88 | 24.75 | 31.043348 |
| 2020-10-02 00:35:00 | 12.82 | 9.38 | 8.27 | 82.998904 | 5.801933 | 84.532237 | 13.370508 | 383.31 | 24.76 | 27.773501 |
| 2020-10-02 00:40:00 | 12.78 | 9.38 | 8.28 | 91.446654 | 3.208271 | 62.403567 | 15.988773 | 384.21 | 24.76 | 34.115773 |
| 2020-10-02 00:45:00 | 12.80 | 9.38 | 8.27 | 209.749230 | 1.398283 | 47.297347 | 38.411562 | 383.63 | 24.76 | 26.268491 |
| 2020-10-02 00:50:00 | 12.81 | 9.38 | 8.27 | 201.656097 | 6.552750 | 145.288275 | 11.178243 | 384.04 | 24.76 | 27.838110 |
| 2020-10-02 00:55:00 | 12.78 | 9.38 | 8.27 | 176.880613 | 5.857913 | 80.260097 | 1.642902 | 384.08 | 24.77 | 36.598129 |
| 2020-10-02 01:00:00 | 12.80 | 9.38 | 8.28 | 168.404321 | 2.814321 | 26.744286 | 27.944556 | 384.23 | 24.76 | 38.210078 |